{
  "talk_slug": "robocoders-judgment-day",
  "conference": "DevNexus",
  "talk_date": "2026-04-10",
  "speaker_name": "Baruch Sadogursky",
  "title": "Robocoders: Judgment Day",
  "duration_minutes": 45,
  "humor_beats": [
    {
      "id": "h1",
      "type": "planned_joke",
      "slide_num": 4,
      "quote": "I asked ChatGPT to write this talk. It said no.",
      "context": "Opening self-deprecating joke about AI writing talks"
    },
    {
      "id": "h2",
      "type": "meme_slide",
      "slide_num": 12,
      "description": "Drake meme: 'Writing tests' (rejected) vs 'Asking AI to write tests' (approved)",
      "context": "Transition to AI-assisted testing section"
    },
    {
      "id": "h3",
      "type": "planned_joke",
      "slide_num": 18,
      "quote": "The AI suggested we delete the database. The intern agreed. Guess which one got fired.",
      "context": "Production incident anecdote"
    },
    {
      "id": "h4",
      "type": "meme_slide",
      "slide_num": 25,
      "description": "Terminator 'I'll be back' meme with 'AI code review' caption",
      "context": "Closing section callback to title"
    },
    {
      "id": "h5",
      "type": "spontaneous_candidate",
      "slide_num": null,
      "quote": "[gap in transcript — 8 seconds of silence followed by laughter]",
      "context": "After slide 15 demo section, possible off-script moment"
    }
  ],
  "audience_interactions": [
    {
      "id": "ai1",
      "slide_num": 7,
      "type": "show_of_hands",
      "description": "Asked audience: 'Who has deployed AI-generated code to production?'"
    },
    {
      "id": "ai2",
      "slide_num": 20,
      "type": "live_poll",
      "description": "Real-time poll: 'Which AI tool do you use most?'"
    },
    {
      "id": "ai3",
      "slide_num": 30,
      "type": "q_and_a",
      "description": "Mid-talk Q&A pause after the case study section"
    }
  ],
  "demo_sections": [
    {
      "id": "d1",
      "slides": [14, 15, 16],
      "description": "Live coding with AI pair programmer — building a REST endpoint",
      "transcript_note": "Minimal dialogue during demo, mostly typing sounds"
    },
    {
      "id": "d2",
      "slides": [22, 23],
      "description": "AI code review demo — showing automated PR feedback",
      "transcript_note": "Speaker narrates but audio quality drops (possible mic distance)"
    }
  ],
  "blind_spot_flags": [
    {
      "id": "bs1",
      "type": "transcript_gap",
      "slides": [14, 15, 16],
      "note": "Demo section has minimal transcript — cannot assess audience engagement"
    },
    {
      "id": "bs2",
      "type": "possible_stage_movement",
      "slides": [30, 31],
      "note": "Audio level changes suggest speaker moved away from mic during Q&A"
    },
    {
      "id": "bs3",
      "type": "costume_prop_candidate",
      "slides": [1, 2],
      "note": "Title slide references 'Judgment Day' — possible theatrical opening element not visible in transcript"
    }
  ]
}